# How Autonomous Labs Will Transform Scientific Research: Ginkgo Bioworks’ Jason Kelly Page: https://stenobird.com/podcast/training-data/how-autonomous-labs-will-transform-scientific-research-ginkgo-bioworks-jason-kelly Text version: https://stenobird.com/podcast/training-data/how-autonomous-labs-will-transform-scientific-research-ginkgo-bioworks-jason-kelly.md Podcast: [Training Data](https://stenobird.com/podcast/training-data) Published: 2026-03-24T14:12:00+00:00 Episode link: https://pscrb.fm/rss/p/traffic.megaphone.fm/CPUAI7929969804.mp3 Audio file: https://pscrb.fm/rss/p/traffic.megaphone.fm/CPUAI7929969804.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/training-data/episodes/how-autonomous-labs-will-transform-scientific-research-ginkgo-bioworks-jason-kelly Duration seconds: 3507 ## Resource Jason Kelly founded Ginkgo Bioworks in 2008 with a simple but radical idea: DNA is code, and cells are programmable. Sixteen years later, AI is finally making that vision real in ways that could reshape science itself. Jason describes a landmark collaboration with OpenAI in which a reasoning model with access to a robotic lab beat the state of the art in biochemistry by 40% - not by being smarter than scientists, but by running experiments 24 hours a day and sharing data across a hundred parallel hypotheses simultaneously. He argues that the biggest inefficiency in science isn't intelligence, it's manual labor. Once AI helps scale research, the cost of discovery collapses and breakthroughs follow, with profound implications for biopharma, national competitiveness, and human health. Hosted by Sonya Huang and Pat Grady, Sequoia Capital ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/training-data/episodes/how-autonomous-labs-will-transform-scientific-research-ginkgo-bioworks-jason-kelly/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/training-data/how-autonomous-labs-will-transform-scientific-research-ginkgo-bioworks-jason-kelly.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.